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Scored across 9 tools
Each tool targets a distinct phase of the delegation workflow: model discovery, recommendation, delegation, follow-up, and job lifecycle. The only mild overlap is between codex_recommend and list_codex_models, but the descriptions clearly separate 'advise a choice' from 'enumerate the catalog'. codex_usage versus codex_job_status is also close but distinguishable (aggregate log vs. live job state).
All names use snake_case and a shared codex_ prefix, which helps. However, the verb placement and part of speech vary: codex_delegate (verb-first) vs codex_job_cancel (noun-then-verb), and noun-style names like codex_doctor and codex_usage break any verb_noun pattern. Readable, but not predictable.
Nine tools is well within the sweet spot and each maps to a concrete need: discovery, advice, execution, follow-up, observability, and three background-job controls. No tool looks redundant or padded.
The surface covers the full lifecycle from install diagnosis through model selection, delegation, follow-up, usage accounting, and background job status/result/cancel. Minor gaps exist, such as no explicit way to enumerate past threads or clean up finished jobs, but agents can work around these via thread_id and status listing.